Walking pattern classification and walking distance estimation algorithms using gait phase information

IEEE Transactions on Biomedical Engineering

Volumn 59, Issue 10, 2012, Pages 2884-2892

  Wang, Jeen Shing ^a   Lin, Che Wei ^a   Yang, Ya Ting C ^a   Ho, Yu Jen ^a,b  

^a NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

^b InnoLux Display Corporation   (Taiwan)

Author keywords

Acceleration; walking distance estimation; walking pattern classification

Indexed keywords

DISTANCE ESTIMATION; GAIT CYCLES; GAIT PHASIS; GAIT-PHASE; LEVEL WALKING; RETRIEVAL ALGORITHMS; STEP LENGTH; WALKING PATTERN;

ACCELERATION; ALGORITHMS; DECISION TREES; INFORMATION USE;

ESTIMATION;

ACCURACY; ADULT; ALGORITHM; ARTICLE; CONTROLLED STUDY; DECISION TREE; FEMALE; GAIT; HUMAN; HUMAN EXPERIMENT; MALE; NORMAL HUMAN; PEDOMETER; SIGNAL PROCESSING; STANDING; WALKING; WALKING SPEED;

ACCELEROMETRY; ADULT; ALGORITHMS; ANKLE; FEMALE; GAIT; HEEL; HUMANS; MALE; MONITORING, AMBULATORY; PATTERN RECOGNITION, AUTOMATED; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED; WALKING;

EID: 84866532194     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2012.2212245     Document Type: Article

References (26)

1. B. E. Ainsworth, W. L. Haskell, M. C. Whitt, W. L. Irwin, A. M. Swartz, S. J. Strath, W. L. O'Brien, D. R. Bassett, K. H. Schmitz, P. O. Emplaincourt, D. R. Jacobs, and A. S. Leon, "Compendium of physical activities: An update of activity codes and MET intensities," Med. Sci. Sports Exercise, vol. 32, pp. S498-504, 2000.
2. M. Bachlin,M. Plotnik, D. Roggen, I. Maidan, J.M. Hausdorff, N. Giladi, and G. Troster, "Wearable assistant for Parkinson's disease patients with the freezing of gait symptom," IEEE Trans. Inf. Technol. Biomed., vol. 14, no. 2, pp. 436-446, Mar. 2010.
3. S. Godha and G. Lachapelle, "Foot mounted inertial system for pedestrian navigation," Meas. Sci. Technol., vol. 19, p. 075202, 2008, doi: 10.1088/0957-0233/19/7/075202.
4. R. C. González, A. M. López, J. Rodriguez-Uría, D. Álvarez, and J. C. Alvarez, "Real-time gait event detection for normal subjects from lower trunk accelerations," GaitPosture, vol. 31, pp. 322-325, 2010.
5. D. Kotiadis, H. J. Hermens, and P. H. Veltink, "Inertial gait phase detection for control of a drop foot stimulator: Inertial sensing for gait phase detection," Med. Eng. Phys., vol. 32, pp. 287-297, 2010.
6. J.-A. Lee, S.-H. Cho, Y.-J. Lee, H.-K. Yang, and J.-W. Lee, "Portable activity monitoring system for temporal parameters of gait cycles," J. Med. Syst., vol. 34, pp. 959-966, 2010.
7. W. Ning, S. J. Redmond, E. Ambikairajah, B. G. Celler, and N. H. Lovell, "Can triaxial accelerometry accurately recognize inclined walking terrains?" IEEE Trans. Biomed. Eng., vol. 57, no. 10, pp. 2506-2516, Oct. 2010.
8. I. P. I. Pappas, M. R. Popovic, T. Keller, V. Dietz, and M. Morari, "A reliable gait phase detection system," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 9, no. 2, pp. 113-125, Jun. 2001. (Pubitemid 33035525)
9. A. M. Sabatini, C. Martelloni, S. Scapellato, and F. Cavallo, "Assessment of walking features from foot inertial sensing," IEEE Trans. Biomed. Eng., vol. 52, no. 3, pp. 486-494, Mar. 2005. (Pubitemid 40343746)
10. A. Salarian, H. Russmann, F. J. G. Vingerhoets, C. Dehollain, Y. Blanc, P. R. Burkhard, and K. Aminian, "Gait assessment in Parkinson's disease: Toward an ambulatory system for long-term monitoring," IEEE Trans. Biomed. Eng., vol. 51, no. 8, pp. 1434-1443, Aug. 2004. (Pubitemid 38955167)
11. M. Sekine, T. Tamura, M. Akay, T. Fujimoto, T. Togawa, and Y. Fukui, "Discrimination ofwalking patterns usingwavelet-based fractal analysis," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 10, no. 3, pp. 188-196, Sep. 2002. (Pubitemid 35462932)
12. Z. Sun, X. Mao, W. Tian, and X. Zhang, "Activity classification and dead reckoning for pedestrian navigation with wearable sensors," Meas. Sci. Technol., vol. 20, p. 015203, 2009, doi: 10.1088/0957-0233/20/1/015203.
13. A. T. M.Willemsen, F. Bloemhof, and H. B. K. Boom, "Automatic stanceswing phase detection from accelerometer data for peroneal nerve stimulation," IEEE Trans. Biomed. Eng., vol. 37, no. 12, pp. 1201-1208, Dec. 1990.
14. [Online] Available: http://www.upstate.edu/cdb/education/grossanat/ limbs6.shtml
15. K. Sagawa, H. Inooka, and Y. Satoh, "Non-restricted measurement of walking distance," in Proc. IEEE Int. Conf. Syst. Man Cybern., 2000, pp. 1847-1852. (Pubitemid 32069037)
16. D. R. Bassett Jr., B. E. Ainsworth, A. M.Swartz, S. J. Strath,W. L.O'Brien, and G. A. King, "Validity of four motion sensors in measuring moderate intensity physical activity," Med. Sci. Sports Exercise, vol. 32, pp. S471- S480, 2000.
17. A. A. Hakim, H. Petrovitch, C.M. Burchfiel, G.W. Ross, B. L. Rodriguez, L. R. White, K. Yano, J. D. Curb, and R. D. Abbott, "Effects of walking on mortality among nonsmoking retired men," N. Engl. J. Med., vol. 338, pp. 94-99, 1998. (Pubitemid 28042272)
18. L. Breiman, J. Friedman, R. Olshen, and C. Stone, Classification and Regression Trees. Boca Raton, FL: CRC Press, 1984.
19. B. Coley, B. Najafi, A. Paraschiv-Ionescu, and K. Aminian, "Stair climbing detection during daily physical activity using a miniature gyroscope?" Gait Posture, vol. 22, pp. 287-294, 2005. (Pubitemid 41586100)
20. S. Wen, F. Wang, and C. Wu, "Realtime gait kinematics classification using LDA and SVM," in Proc. Chin. Control Decis. Conf., May 2011, pp. 592-595.
21. X. Yun, E. R. Bachmann, H. Moore, and J. Calusdian, "Self-contained position tracking of human movement using small inertial/magnetic sensor modules?" in Proc. IEEE Int. Conf. Robot. Autom., Apr. 2007, pp. 2526- 2533. (Pubitemid 350140557)
22. A. A. Hakim, H. Petrovitch, C.M. Burchfiel, G.W. Ross, B. L. Rodriguez, L. R. White, K. Yano, J. D. Curb, and R. D. Abbott, "Effects of walking on mortality among nonsmoking retired men," N. Engl. J. Med., vol. 338, pp. 94-99, 1998. (Pubitemid 28042272)
23. A. A. Hakim, J. D. Curb, H. Petrovitch, B. L. Rodriguez, K. Yano, G. W. Ross, L. R. White, and R. D. Abbott, "Effects of walking on coronary heart disease in elderly men: The Honolulu heart program," Circulation, vol. 100, pp. 9-13, 1999. (Pubitemid 29297933)
24. [Online] Available: http://www.sciencedaily.com/releases/2009/03/ 090317094719.html
25. C. V. C. Bouten, A. A. H. J. Sauren, M. Verduin, and J. D. Janssen, "Effect of placement and orientation of body-fixed accelerometers on the assessment of energy expenditure during walking," Med. Biomed. Eng. Comput., vol. 35, pp. 50-56, 1997. (Pubitemid 27099962)
26. I. D. Loram, P. J. Gawthrop, and M. Lakie, "The frequency of human, manual adjustments in balancing an inverted pendulum is constrained by intrinsic physiological factors," J. Physiol, vol. 577, pp. 417-432, 2006. (Pubitemid 44698265)